--- libsvm-3.1/Makefile 2010-09-12 08:11:10.000000000 -0400 +++ libsvm-3.1/Makefile 2011-04-25 18:05:55.000000000 -0400 @@ -1,5 +1,9 @@ CXX ?= g++ +ifdef OPENMP +CFLAGS = -Wall -Wconversion -O3 -fPIC -fopenmp -DOPENMP +else CFLAGS = -Wall -Wconversion -O3 -fPIC +endif SHVER = 2 all: svm-train svm-predict svm-scale --- libsvm-3.1/svm.cpp 2011-03-08 08:25:57.000000000 -0500 +++ libsvm-3.1/svm.cpp 2011-04-25 18:07:09.000000000 -0400 @@ -1267,6 +1267,9 @@ public: int start, j; if((start = cache->get_data(i,&data,len)) < len) { +#ifdef OPENMP +#pragma omp parallel for private(j) +#endif for(j=start;j*kernel_function)(i,j)); } @@ -2445,8 +2448,11 @@ double svm_predict_values(const svm_mode model->param.svm_type == NU_SVR) { double *sv_coef = model->sv_coef[0]; - double sum = 0; - for(int i=0;il;i++) + double sum = 0; int i; +#ifdef OPENMP +#pragma omp parallel for private(i) reduction(+:sum) +#endif + for(i=0;il;i++) sum += sv_coef[i] * Kernel::k_function(x,model->SV[i],model->param); sum -= model->rho[0]; *dec_values = sum; @@ -2463,6 +2469,9 @@ double svm_predict_values(const svm_mode int l = model->l; double *kvalue = Malloc(double,l); +#ifdef OPENMP +#pragma omp parallel for private(i) +#endif for(i=0;iSV[i],model->param);